{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ce87176a",
   "metadata": {},
   "source": [
    "# Grow-Shrink Algorithm for Tabular Markov Blanket Discovery\n",
    "\n",
    "The Grow-Shrink algorithm can be used for discovering the minimal Markov blanket (MB) of a target variable in tabular\n",
    "data. A MB is a minimal conditioning set making the target variable independent of all other variables; under the\n",
    "assumption of faithfulness, which we make here, the MB is unique and corresponds to the set of parents, children and\n",
    "co-parents of the target variable. The MB can be used for feature selection.\n",
    "\n",
    "The Grow-Shrink algorithm operates in two phases, called growth and shrink. The growth phase first adds to the MB\n",
    "estimation variables unconditionally dependent on the target variable, then conditions on those variables and adds the\n",
    "conditionally dependent variables to the estimation. Assuming perfect conditional independence testing, this yields a\n",
    "superset of the actual MB. The shrink phase then removes from the estimated MB variables independent from the target\n",
    "variable conditional on all other variables in the MB estimation. The algorithm does not partition the estimated MB into\n",
    "parents/children/co-parents.\n",
    "\n",
    "The assumptions we make for the growth-shrink algorithm are:\n",
    "1. Causal Markov condition, which implies that two variables that are d-separated in a causal graph are probabilistically independent\n",
    "2. faithfulness, i.e., no conditional independence can hold unless the Causal Markov condition is met\n",
    "3. no hidden confounders\n",
    "4. no cycles in the causal graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "47b47f0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline     \n",
    "import pickle as pkl\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "30960522",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "\n",
    "from causalai.models.tabular.grow_shrink import GrowShrink\n",
    "from causalai.models.common.CI_tests.partial_correlation import PartialCorrelation\n",
    "from causalai.models.common.CI_tests.discrete_ci_tests import DiscreteCI_tests\n",
    "from causalai.models.common.CI_tests.kci import KCI\n",
    "\n",
    "\n",
    "# also importing data object, and prior knowledge object, and the graph plotting function\n",
    "from causalai.data.data_generator import DataGenerator, GenerateRandomTabularSEM\n",
    "from causalai.data.tabular import TabularData\n",
    "from causalai.data.transforms.time_series import StandardizeTransform\n",
    "from causalai.models.common.prior_knowledge import PriorKnowledge\n",
    "from causalai.misc.misc import plot_graph, get_precision_recall, get_precision_recall_skeleton, make_symmetric,\\\n",
    "                               _get_precision_recall_single\n",
    "\n",
    "# Helper functions to compute ground truth\n",
    "\n",
    "from causalai.tests.data.transforms.networkx_helper_functions import causalai2networkx, compute_markov_blanket"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3bb7e3f",
   "metadata": {},
   "source": [
    "## Load and Visualize Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c82421d",
   "metadata": {},
   "source": [
    "Load the dataset and visualize the ground truth causal graph. For the purpose of this example, we will use a synthetic dataset available in our repository."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c3d2edc3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'a': [],\n",
       " 'b': ['a', 'f'],\n",
       " 'c': ['b', 'f'],\n",
       " 'd': ['b', 'g'],\n",
       " 'e': ['f'],\n",
       " 'f': [],\n",
       " 'g': []}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fn = lambda x:x\n",
    "coef = 0.1\n",
    "sem = {\n",
    "        'a': [], \n",
    "        'b': [('a', coef, fn), ('f', coef, fn)], \n",
    "        'c': [('b', coef, fn), ('f', coef, fn)],\n",
    "        'd': [('b', coef, fn), ('g', coef, fn)],\n",
    "        'e': [('f', coef, fn)], \n",
    "        'f': [],\n",
    "        'g': [],\n",
    "        }\n",
    "T = 5000\n",
    "\n",
    "# var_names = [str(i) for i in range(5)]\n",
    "# sem = GenerateRandomTabularSEM(var_names=var_names, max_num_parents=2, seed=1)\n",
    "data_array, var_names, graph_gt = DataGenerator(sem, T=T, seed=0, discrete=False)\n",
    "\n",
    "graph_gt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28524fe1",
   "metadata": {},
   "source": [
    "Now we perform the following operations:\n",
    "1. Standardize the data arrays\n",
    "2. Create the data object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a8acfb94",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "# 1.\n",
    "StandardizeTransform_ = StandardizeTransform()\n",
    "StandardizeTransform_.fit(data_array)\n",
    "\n",
    "data_trans = StandardizeTransform_.transform(data_array)\n",
    "\n",
    "# 2.\n",
    "data_obj = TabularData(data_trans, var_names=var_names)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85dde1ca",
   "metadata": {},
   "source": [
    "We visualize the data and graph below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2cebfdc3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "plot_graph(graph_gt, node_size=1000)\n",
    "\n",
    "\n",
    "\n",
    "for i, n in enumerate(var_names):\n",
    "    plt.plot(data_trans[-100:,i], label=n)\n",
    "plt.legend()\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32601e85",
   "metadata": {},
   "source": [
    "## Markov Blanket (MB) Discovery\n",
    "\n",
    "Enable/Disable Multi-Processing:\n",
    "\n",
    "When we instantiate our MB discovery model, we need to decide if we want to use multi-processing. Multi-processing typically provides a significant speed-up for the PC algorithm. In order to use multi-processing in our causal discovery library, we pass the argument use_multiprocessing=True to the model constructor. It's default value is False."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25110a27",
   "metadata": {},
   "source": [
    "### MB Discovery for continuous data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6265ffbb",
   "metadata": {},
   "outputs": [],
   "source": [
    "prior_knowledge = None #  PriorKnowledge(forbidden_links={'a': ['b']})\n",
    "\n",
    "pvalue_thres = 0.01\n",
    "CI_test = PartialCorrelation() \n",
    "# CI_test = KCI(chunk_size=100) # use if the causal relationship is expected to be non-linear\n",
    "gs = GrowShrink(\n",
    "        data=data_obj,\n",
    "        prior_knowledge=prior_knowledge,\n",
    "        CI_test=CI_test,\n",
    "        use_multiprocessing=False,\n",
    "        update_shrink=False\n",
    "        )\n",
    "\n",
    "target_var = 'b'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "528219fc",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time taken: 0.03s\n",
      "\n",
      " target var b's estimated MB is: ['f', 'd', 'a', 'c']\n",
      " target var b's true MB is: {'f', 'd', 'g', 'a', 'c'}\n",
      "Precision 1.00, Recall: 0.80, F1 score: 0.89\n"
     ]
    }
   ],
   "source": [
    "tic = time.time()\n",
    "\n",
    "\n",
    "result = gs.run(target_var=target_var, pvalue_thres=pvalue_thres)\n",
    "\n",
    "toc = time.time()\n",
    "    \n",
    "print(f'Time taken: {toc-tic:.2f}s\\n')\n",
    "\n",
    "print(f\" target var {target_var}\\'s estimated MB is: {result['markov_blanket']}\")\n",
    "\n",
    "ground_truth_mb = compute_markov_blanket(causalai2networkx(graph_gt), target_var)\n",
    "\n",
    "print(f\" target var {target_var}\\'s true MB is: {ground_truth_mb}\")\n",
    "\n",
    "precision, recall, f1_score = _get_precision_recall_single(result['markov_blanket'], ground_truth_mb)\n",
    "\n",
    "print(f'Precision {precision:.2f}, Recall: {recall:.2f}, F1 score: {f1_score:.2f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b62ad272",
   "metadata": {},
   "source": [
    "The output _result_ is a dictionary contains the estimated MB under result['markov blanket']. Under result['value_dict'] and result['pvalue_dict'], it contains a dictionary of link strengths between target_var and each each other variable, and a dictionary of the p-value of said strengths respectively. Under result['full_record_values'] and result['full_record_pvalues'], it contains the full history of raw/pvalue of CI tests performed in their order of performance ('value_dict' and 'pvalue_dict' will contain the result of the last such CI test for each variable)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "973e3c4f",
   "metadata": {},
   "source": [
    "### MB Discovery for Discrete Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d8138612",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'a': [],\n",
       " 'b': ['a', 'f'],\n",
       " 'c': ['b', 'f'],\n",
       " 'd': ['b', 'g'],\n",
       " 'e': ['f'],\n",
       " 'f': [],\n",
       " 'g': []}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fn = lambda x:x\n",
    "coef = 0.1\n",
    "sem = {\n",
    "        'a': [], \n",
    "        'b': [('a', coef, fn), ('f', coef, fn)], \n",
    "        'c': [('b', coef, fn), ('f', coef, fn)],\n",
    "        'd': [('b', coef, fn), ('g', coef, fn)],\n",
    "        'e': [('f', coef, fn)], \n",
    "        'f': [],\n",
    "        'g': [],\n",
    "        }\n",
    "T = 5000\n",
    "data_array, var_names, graph_gt = DataGenerator(sem, T=T, seed=0, discrete=True)\n",
    "\n",
    "plot_graph(graph_gt, node_size=200)\n",
    "graph_gt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5e5345dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "data_obj = TabularData(data_array, var_names=var_names)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "223f5682",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "for i, n in enumerate(var_names):\n",
    "    plt.plot(data_array[-100:,i], '.', label=n)\n",
    "plt.legend()\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f69e787c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time taken: 0.94s\n",
      "\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "prior_knowledge =None# PriorKnowledge(forbidden_links={'c': ['e']}) # g cannot be a parent of c\n",
    "\n",
    "pvalue_thres = 0.05\n",
    "CI_test = DiscreteCI_tests(method=\"pearson\")\n",
    "gs = GrowShrink(\n",
    "        data=data_obj,\n",
    "        prior_knowledge=prior_knowledge,\n",
    "        CI_test=CI_test,\n",
    "        use_multiprocessing=False,\n",
    "        update_shrink=False\n",
    "        )\n",
    "\n",
    "target_var = 'c'\n",
    "\n",
    "tic = time.time()\n",
    "\n",
    "result = gs.run(target_var=target_var, pvalue_thres=pvalue_thres)\n",
    "\n",
    "toc = time.time()\n",
    "    \n",
    "print(f'Time taken: {toc-tic:.2f}s\\n')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ac898636",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " target var c's estimated MB is: ['f', 'b', 'e']\n",
      " target var c's true MB is: {'f', 'b'}\n",
      "Precision 0.67, Recall: 1.00, F1 score: 0.80\n"
     ]
    }
   ],
   "source": [
    "print(f\" target var {target_var}\\'s estimated MB is: {result['markov_blanket']}\")\n",
    "\n",
    "ground_truth_mb = compute_markov_blanket(causalai2networkx(graph_gt), target_var)\n",
    "\n",
    "print(f\" target var {target_var}\\'s true MB is: {ground_truth_mb}\")\n",
    "\n",
    "precision, recall, f1_score = _get_precision_recall_single(result['markov_blanket'], ground_truth_mb)\n",
    "\n",
    "print(f'Precision {precision:.2f}, Recall: {recall:.2f}, F1 score: {f1_score:.2f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0e9eff2",
   "metadata": {},
   "source": [
    "### Prior Knowledge Usage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5d8feca3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# recreating continuous data from earlier\n",
    "\n",
    "fn = lambda x:x\n",
    "coef = 0.1\n",
    "sem = {\n",
    "        'a': [],\n",
    "        'b': [('a', coef, fn), ('f', coef, fn)],\n",
    "        'c': [('b', coef, fn), ('f', coef, fn)],\n",
    "        'd': [('b', coef, fn), ('g', coef, fn)],\n",
    "        'e': [('f', coef, fn)],\n",
    "        'f': [],\n",
    "        'g': [],\n",
    "        }\n",
    "T = 5000\n",
    "\n",
    "# var_names = [str(i) for i in range(5)]\n",
    "# sem = GenerateRandomTabularSEM(var_names=var_names, max_num_parents=2, seed=1)\n",
    "data_array, var_names, graph_gt = DataGenerator(sem, T=T, seed=0, discrete=False)\n",
    "\n",
    "StandardizeTransform_ = StandardizeTransform()\n",
    "StandardizeTransform_.fit(data_array)\n",
    "\n",
    "data_trans = StandardizeTransform_.transform(data_array)\n",
    "\n",
    "data_obj = TabularData(data_trans, var_names=var_names)\n",
    "\n",
    "plot_graph(graph_gt, node_size=1000)\n",
    "\n",
    "for i, n in enumerate(var_names):\n",
    "    plt.plot(data_trans[-100:,i], label=n)\n",
    "plt.legend()\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d155c71f",
   "metadata": {},
   "source": [
    "**Prior Knowledge**: specifying inclusion in MB. This can be done by specifying existing_co_parents or existing_links (or both). Note that without prior knowledge, the algorithm misses a in f's MB, but with prior knowledge that mistake is corrected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ed958124",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time taken without prior knowledge: 0.02s\n",
      "\n",
      "target var f's estimated MB without prior knowledge is: ['b', 'c', 'e']\n",
      "target var f's true MB is: {'b', 'a', 'c', 'e'}\n",
      "Precision 1.00, Recall: 0.75, F1 score: 0.86\n",
      "\n",
      "Time taken with prior knowledge: 0.02s\n",
      "\n",
      "target var f's estimated MB with prior knowledge is: ['a', 'b', 'c', 'e']\n",
      "Precision 1.00, Recall: 1.00, F1 score: 1.00\n"
     ]
    }
   ],
   "source": [
    "### without Prior knowledge\n",
    "\n",
    "prior_knowledge = None\n",
    "\n",
    "pvalue_thres = 0.01\n",
    "\n",
    "CI_test = PartialCorrelation()\n",
    "\n",
    "gs = GrowShrink(\n",
    "        data=data_obj,\n",
    "        prior_knowledge=prior_knowledge,\n",
    "        CI_test=CI_test,\n",
    "        use_multiprocessing=False,\n",
    "        update_shrink=False\n",
    "        )\n",
    "\n",
    "target_var = 'f'\n",
    "\n",
    "tic = time.time()\n",
    "\n",
    "result = gs.run(target_var=target_var, pvalue_thres=pvalue_thres)\n",
    "\n",
    "toc = time.time()\n",
    "\n",
    "print(f'Time taken without prior knowledge: {toc-tic:.2f}s\\n')\n",
    "\n",
    "print(f\"target var {target_var}\\'s estimated MB without prior knowledge is: {result['markov_blanket']}\")\n",
    "\n",
    "ground_truth_mb = compute_markov_blanket(causalai2networkx(graph_gt), target_var)\n",
    "\n",
    "print(f\"target var {target_var}\\'s true MB is: {ground_truth_mb}\")\n",
    "\n",
    "precision, recall, f1_score = _get_precision_recall_single(result['markov_blanket'], ground_truth_mb)\n",
    "\n",
    "print(f'Precision {precision:.2f}, Recall: {recall:.2f}, F1 score: {f1_score:.2f}\\n')\n",
    "\n",
    "\n",
    "### with Prior knowledge\n",
    "prior_knowledge = PriorKnowledge(existing_co_parents={'f': ['a']})\n",
    "\n",
    "gs = GrowShrink(\n",
    "        data=data_obj,\n",
    "        prior_knowledge=prior_knowledge,\n",
    "        CI_test=CI_test,\n",
    "        use_multiprocessing=False,\n",
    "        update_shrink=False\n",
    "        )\n",
    "\n",
    "tic = time.time()\n",
    "\n",
    "result = gs.run(target_var=target_var, pvalue_thres=pvalue_thres)\n",
    "\n",
    "toc = time.time()\n",
    "\n",
    "print(f'Time taken with prior knowledge: {toc-tic:.2f}s\\n')\n",
    "\n",
    "print(f\"target var {target_var}\\'s estimated MB with prior knowledge is: {result['markov_blanket']}\")\n",
    "\n",
    "precision, recall, f1_score = _get_precision_recall_single(result['markov_blanket'], ground_truth_mb)\n",
    "\n",
    "print(f'Precision {precision:.2f}, Recall: {recall:.2f}, F1 score: {f1_score:.2f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc3318b8",
   "metadata": {},
   "source": [
    "**Prior Knowledge**: specifying exclusion from MB. This can be done by specifying forbidden_co_parents and forbidden_links: note that PriorKnowledge needs to forbid a variable from being a *co-parent*, *and* from being a *parent*, *and* from being a *child* of the target variable to guarantee exclusion from MB (if any of these three are missing, the variable would be considered as a valid candidate for inclusion in the MB). \n",
    "\n",
    "Note that without prior knowledge, the algorithm includes c and d in a's MB, but with prior knowledge that mistake is corrected. The large pvalue_thres chosen is merely for demonstration purposes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "86d0a8c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time taken without prior knowledge: 0.05s\n",
      "\n",
      "target var a's estimated MB without prior knowledge is: ['c', 'b', 'd', 'f']\n",
      "target var a's true MB is: {'b', 'f'}\n",
      "Precision 0.50, Recall: 1.00, F1 score: 0.67\n",
      "\n",
      "Time taken with prior knowledge: 0.02s\n",
      "\n",
      "target var a's estimated MB with prior knowledge is: ['b', 'f']\n",
      "Precision 1.00, Recall: 1.00, F1 score: 1.00\n"
     ]
    }
   ],
   "source": [
    "### without Prior knowledge\n",
    "prior_knowledge = None\n",
    "\n",
    "pvalue_thres = 0.2\n",
    "\n",
    "CI_test = PartialCorrelation()\n",
    "\n",
    "gs = GrowShrink(\n",
    "        data=data_obj,\n",
    "        prior_knowledge=prior_knowledge,\n",
    "        CI_test=CI_test,\n",
    "        use_multiprocessing=False,\n",
    "        update_shrink=False\n",
    "        )\n",
    "\n",
    "target_var = 'a'\n",
    "\n",
    "tic = time.time()\n",
    "\n",
    "result = gs.run(target_var=target_var, pvalue_thres=pvalue_thres)\n",
    "\n",
    "toc = time.time()\n",
    "\n",
    "print(f'Time taken without prior knowledge: {toc-tic:.2f}s\\n')\n",
    "\n",
    "print(f\"target var {target_var}\\'s estimated MB without prior knowledge is: {result['markov_blanket']}\")\n",
    "\n",
    "ground_truth_mb = compute_markov_blanket(causalai2networkx(graph_gt), target_var)\n",
    "\n",
    "print(f\"target var {target_var}\\'s true MB is: {ground_truth_mb}\")\n",
    "\n",
    "precision, recall, f1_score = _get_precision_recall_single(result['markov_blanket'], ground_truth_mb)\n",
    "\n",
    "print(f'Precision {precision:.2f}, Recall: {recall:.2f}, F1 score: {f1_score:.2f}\\n')\n",
    "\n",
    "### with Prior knowledge\n",
    "prior_knowledge = PriorKnowledge(forbidden_co_parents={'a': ['c','d']}, \n",
    "                                 forbidden_links={'a': ['c','d'], 'c': ['a'], 'd': ['a']})\n",
    "\n",
    "gs = GrowShrink(\n",
    "        data=data_obj,\n",
    "        prior_knowledge=prior_knowledge,\n",
    "        CI_test=CI_test,\n",
    "        use_multiprocessing=False,\n",
    "        update_shrink=False\n",
    "        )\n",
    "\n",
    "tic = time.time()\n",
    "\n",
    "result = gs.run(target_var=target_var, pvalue_thres=pvalue_thres)\n",
    "\n",
    "toc = time.time()\n",
    "\n",
    "print(f'Time taken with prior knowledge: {toc-tic:.2f}s\\n')\n",
    "\n",
    "print(f\"target var {target_var}\\'s estimated MB with prior knowledge is: {result['markov_blanket']}\")\n",
    "\n",
    "precision, recall, f1_score = _get_precision_recall_single(result['markov_blanket'], ground_truth_mb)\n",
    "\n",
    "print(f'Precision {precision:.2f}, Recall: {recall:.2f}, F1 score: {f1_score:.2f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5d97e1d",
   "metadata": {},
   "source": [
    "It should be noted that GrowShrink considers prior knowledge ex-ante rather than ex-post. In other words, the algorithm takes the prior knowledge into consideration in its decision making process, rather than just apply it to the predicted MB after the fact. Therefore, given an imperfect CI test, it is possible for correct prior knowledge to cause the algorithm to make mistakes it would not have made without the prior knowledge. Nevertheless, our recommendation is to include all correct prior knowledge as input."
   ]
  }
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